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. 2021 Jul 15;21(14):4834. doi: 10.3390/s21144834

Table 13.

Comparisons of binary results for precision, recall, F1-score and runtimes for RCNN, XCNN and generic algorithms.

Dataset/Approach Precision Recall F1-Score Train Time Predict Time Total Runtime
CCD-INID-V1/RCNN 0 0.96 0.95 0.96 28.96 s 3.32 s 32.28 s
1 0.95 0.96 0.96
CCD-INID-V1/XCNN 0 0.99 0.99 0.99 42.32 s 9.07 s 51.39 s
1 0.99 0.99 0.99
CCD-INID-V1/KNN 0 1.00 1.00 1.00 26.1 ms 7 min 53 s 7 min 53 s
1 1.00 1.00 1.00
CCD-INID-V1/LR 0 0.60 0.71 0.65 8.57 s 350 ms 8.92 s
1 0.67 0.55 0.60
CCD-INID-V1/NB 0 0.60 0.71 0.65 19.9 ms 18.2 ms 38.1 ms
1 0.67 0.55 0.60
CCD-INID-V1/SVM 0 0.60 0.71 0.65 22.3 s 34.9 ms 22.33 s
1 0.67 0.55 0.60
Balot/RCNN 0 1.00 1.00 1.00 63.23 s 8.24 s 71.47 s
1 1.00 1.00 1.00
Balot/XCNN 0 0.99 0.99 0.99 60.03 s 12.10 s 72.13 s
1 0.99 0.99 0.99
Balot/KNN 0 0.99 0.99 0.99 5 min 21 s 165 min 41 s 171 min 2 s
1 0.99 0.99 0.99
Balot/LR 0 0.86 0.75 0.80 19 min 3 s 2 min 14 s 21 min 17 s
1 0.84 0.92 0.88
Balot/NB 0 0.60 0.71 0.65 4 min 32 s 5 min 21 s 9 min 53 s
1 0.67 0.55 0.60
Balot/SVM 0 0.84 0.57 0.68 25 min 6 s 3 min 17 s 28 min 23 s
1 0.76 0.93 0.83
DoH20/RCNN 0 0.98 0.99 0.99 24 s 11.45 s 35.45 s
1 0.99 0.98 0.99
DoH20/XCNN 0 1.00 1.00 1.00 67.45 s 5.46 s 72.91 s
1 1.00 1.00 1.00
DoH20/KNN 0 0.93 0.83 0.88 19 ms 79 min 46 s 79 min 46 s
1 0.99 0.99 0.99
DoH20/LR 0 0.87 0.70 0.78 16 min 44 s 226 ms 166 min 46 s
1 0.98 0.99 0.98
DoH20/NB 0 0.93 0.83 0.88 109 ms 23.6 ms 132.6 ms
1 0.99 0.99 0.99
DoH20/SVM 0 0.45 0.67 0.54 50.2 s 36.3 ms 50.24 s
1 0.97 0.94 0.95